It turns out that even after following the steps from their web UI to set up Google Cloud Print, it did not set up Google Cloud Print

My current Brother printer, which is 3 years old, does not support Google Cloud, so I'd have to send my docs to my iPad for printing

This printer was successfully registered to Google Cloud Print account: myemail at-gmail-com